What would be the best order to learn data engineering skills and technology for a beginner?

1. Mage

   1 80 8,798 8.8 Python

   🧙 The modern replacement for Airflow. Mage is an open-source data pipeline tool for transforming and integrating data. https://github.com/mage-ai/mage-ai

   

   If you want to try out building data pipelines on cloud resources, you can try out this tool: http://demo.mage.ai/. Here is the project: https://github.com/mage-ai/mage-ai

2. SaaSHub

   www.saashub.com sponsored

   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

3. data-engineering-zoomcamp

   2 127 44,609 9.3 Jupyter Notebook

   Data Engineering Zoomcamp is a free 9-week course on building production-ready data pipelines. The next cohort starts in January 2026. Join the course here 👇🏼

   

   Also, I don’t know if you have come across this but there is a free data engineering course available from DataTalksClub going over some GCP features, Terraform, Docker, Spark, Airflow, and more. I found it great to get a feeling of how all these tools interact.

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